From the Dean's Desk

February Research Roundup

Martijn Cremers

Martijn Cremers

Monday, 21 February 2022
Following are highlights of recently published papers:
Ahmed Abbasi, Joe and Jane Giovanini Professor of IT, Analytics, and Operations
David Dobolyi, Assistant Research Professor of IT, Analytics, and Operations
"The Phishing Funnel Model: A Design Artifact to Predict User Susceptibility to Phishing Websites" (Information Systems Research)
Phishing is a security risk that affects both individuals and organizations alike. To better protect against it, we (along with our co-authors) developed a model that is better able to predict user susceptibility to phishing in real-time by evaluating the entire phishing process holistically.
John R. Busenbark, Assistant Professor of Management & Organization
"Corporate-level influences on internal capital allocation: The role of financial analyst performance projections" (Strategic Management Journal)
Research on internal capital allocation — the practice by which corporate managers of multidivisional firms distribute financial resources to the business units — offers perplexingly mixed insight as to whether managers benefit from helping financially stimulate underperforming divisions or rewarding the top performing segments. In our research, we theorize and find that firms performing well below or above expectations are incentivized to engage in the former, whereas firms performing consistent with expectations allocate capital consistent with the latter.
Zhi Da, Howard J. and Geraldine F. Korth Professor of Finance
"Extrapolative Beliefs in the Cross-section: What Can We Learn from the Crowds?" (Journal of Financial Economics)
Using novel data from a crowdsourcing platform for ranking stocks, we investigate how investors form expectations about stock returns. We find that investors extrapolate from stocks’ recent past returns, with more weight on more recent returns, especially when recent returns are negative, salient, or from a dispersed cross-section.
Dean Shepherd, Ray and Milann Siegfried Professor of Entrepreneurship“Grounding Business Models: Cognition, Boundary Objects, and Business-model Change” (The Academy of Management Review)
This study builds on grounded-cognition theories and the notion of boundary objects to offer a grounded-cognition framework of business-model change. By developing this framework, we advance understanding of the micro-foundations of strategy; offer a new pathway by which stakeholders inform value creation and value capture; and explain nuances in the relationship between boundary objects, business-model coherence and the decision to change a business model, and illustrate how the mechanisms that help create a viable new business model can also help overcome an actor’s psychological obstruction to making a pivot.
Joonhyuk Yang, Assistant Professor of Marketing
"High-energy Ad Content: A Large-scale Investigation of TV Commercials" (Journal of Marketing Research)
A trend reported by both academics and practitioners is that advertising on TV has become increasingly energetic. Using a data set of over 27,000 TV commercials delivered to U.S. homes during the period between 2015 and 2018, this study investigates the association between the energy level in ad content and consumers’ tendency of ad-tuning. The authors find that more energetic commercials are likely to be tuned in more or avoided less by viewers, while the association varies across product categories and program genres. The main implication of this study is that advertisers should pay attention to components of ad content other than loudness, which has been regulated by law.
Congratulations, Ahmed, David, John, Zhi, Dean and Joonhyuk on your publication success.
In Notre Dame,
Martijn

Guest column: Rob Easley

Rob Easley

Rob Easley

Monday, 14 February 2022
The ITAO Department is pleased to announce a new Master of Science in Business Analytics focused on Sports Analytics. This is a natural fit for the University of Notre Dame with its deep connection to collegiate athletics, and also for the Mendoza College of Business with the GAMA Lab (Gaming Analytics & Business Research Lab) and new Ph.D. offerings in Analytics and Management.
There is no better time for us to embark on this journey — the stars are aligned with both ITAO’s analytical strength and Notre Dame’s athletic excellence.
The MSBA in Sports Analytics offers the same baseline instruction in business analytics as the standard MSBA while using required courses in sports and human performance analytics in place of electives. Other coursework will emphasize either front-office (e.g., ticketing, pricing, fan experience, etc.) or athletic performance analytics problems where such examples are applicable. Many aspects of this program align with our imperative to Grow the Good in Business, such as using analytics in human performance to predict and prevent injury or to maximize wellness.
This program requires the same rigor and provides the same degree that is currently offered through our MSBA-Chicago and MSBA residential programs. With its focus on sports analytics, we anticipate attracting a number of post-graduate and graduate-transfer student athletes. Therefore, we developed the program to be delivered across a full year that starts in the summer session. We also arranged classes to avoid early mornings and later afternoons to minimize scheduling conflicts for student athletes. We anticipate launching the program this summer (2022) if we have sufficient student enrollment.
Assistant Teaching Professor Brandon Erlacher will serve as the Academic Director of MSBA-Sports Analytics. In addition to teaching, Brandon has experience helping brands find and communicate insights, optimize customer journeys, design digital products and personalize customer experiences to drive engagement and conversions. He is a Double-Domer with both an EMBA and an MSBA earned as part of the first MS in Business Analytics cohort in Chicago.
In this program, Assistant Teaching Professor Martin Barron will provide courses on Machine Learning, Sports Analytics and Human Performance Analytics. Martin earned both his M.S. and Ph.D. in Applied and Computational Mathematics and Statistics (ACMS) at Notre Dame, working with statistical machine learning techniques. A native of Dublin, Ireland, Martin worked as a data scientist for Kitman Labs, a human performance optimization firm, prior to joining the ITAO department. While at Kitman Labs, he developed machine learning pipelines and collaborated with elite sports teams on projects in the areas of injury prevention, performance maximization, player growth and maturation, and strategy analysis. He is also the faculty advisor to Notre Dame’s Sports Analytics Club, which provides analytics services to many ND athletic teams.
More information is available on the website, which we will continue to modify and build out over time.
Special thanks to Corey Angst, Kristen Collett-Schmitt, María Stutsman y Márquez, Brian Connelly and the Mendoza Graduate Business administration for collaboratively working to get this going in such a short time frame.
Rob Easley
John W. Berry Sr. Department Chair
IT, Analytics, & Operations

New undergraduate business core

Martijn Cremers

Martijn Cremers

Monday, 7 February 2022
I would like to share with you an update on a major revision to our undergraduate program (i.e., our Bachelor in Business Administration — BBA — degree).
This past fall, working closely with department chairs and Associate Dean for Undergraduate Studies Jim Leady, we revised the Business Core curriculum to significantly reduce requirements and increase flexibility in our students’ plans of study. The new curriculum meets our ultimate objective to expand students’ academic opportunities and improve their journey here at Notre Dame.
The Business Core includes the business courses that all BBA degree students must take regardless of their major. The key change (pending any minor amendments that may be added via College Council votes) is that the new Business Core will reduce the number of required courses from 18 (49.5 credit hours) to about 10 courses (26.5 credit-hours) plus nine credit hours of “broadening” business electives.
Importantly, all undergraduate students will still experience a foundational course from each business discipline. The reduced number of core courses primarily involves the upper-level courses currently required; these in part will be replaced by the new nine credit hours of broadening business electives that students will take in multiple departments outside of their own major’s department.
The new Business Core provides students with greater choice in their individual curricula, enabling them to better design a curriculum suited to their particular academic interests and career aspirations. It will give students more opportunities to specialize in a secondary discipline, both in other colleges and within business, while maintaining the overall balance between liberal arts and business coursework. The reduced requirements and enhanced flexibility also will enable further course innovation in the future, allowing for our faculty to offer new courses aligned with their academic and social interests.
This change to the Business Core is the first step in our broader curriculum revision. After a rigorous, constructive and open debate, the College Council approved the revised Business Core outlined above by a 2:1 margin on December 3, with the expectation that the Council would consider various amendments over the coming weeks and months. The College Council subsequently considered several amendments when it met again on December 17 (none of which had a majority vote in favor of adding to the core) and will consider more amendments at its next meeting scheduled on February 17. I expect that meeting will conclude the first step of the revision process.
The next step is already occurring in our five academic departments. Each department is considering the impact of the reduced Business Core coursework on the requirements for its major. Some departments will adjust requirements if a course that was eliminated from the Core is critical for the major. The potential revisions to each of the majors will be completed this spring, allowing the new Business Core and major requirements to apply to the new First Year business students starting in Fall 2022 (i.e., the Class of 2026). None of the changes will apply to any of the students currently enrolled in our undergraduate program.
The third step is the curriculum innovation enabled by the substantially reduced Business Core requirements and the increased flexibility for our undergraduates. We envision the development of minors in each department that are open to all business majors, including cross-disciplinary minors with courses across multiple departments as well as cross-college minors.
In addition to the new minors, our hope is that BBA students may be able to double-major within business for the first time in the College’s history while maintaining the overall balance of a liberal arts education. We also hope to work toward offering a cornerstone interdisciplinary course with experiential learning for undergraduates similar to the Meyer Business on the Frontlines Program for MBA students.
As with any change, I realize that there will be significant disruption as the College transitions to the new curriculum. This transition may be particularly disruptive to faculty who have been teaching courses that will no longer be required in the new Business Core. I commit to fully supporting affected faculty transitioning to new teaching opportunities over the next several years as they retool to teach other courses.
I would like to thank everyone who has contributed to the new curriculum design process and look forward to the future innovation in our undergraduate program.
In Notre Dame,
Martijn

Guest Column: Jen LaPrad

Jen LePrad

Jen LePrad

Monday, 31 January 2022
Our HR Resource
For those of you who don’t know me, I serve as the staff Human Resources Consultant for Mendoza. I began this position in February 2020, three weeks before most of us were sent home to work remotely. So unfortunately, many of the ways I would normally get to know each of you was abruptly interrupted. However, I have been fortunate to meet many of you via Zoom and most recently at some in person gatherings.
At a high level, the Office of Human Resources offers support to all faculty and staff across the University in many different capacities. Our goal is to steward the University’s mission and cultivate a culture of well-being where staff and faculty can thrive. First and foremost, we partner with employees all across campus to preserve a workplace environment that is welcoming, diverse and free from harassment. We also administer our vast employee benefit offerings such as medical, wellness and retirement plans.
We offer unparalleled professional development opportunities to our staff and faculty so they can develop their inner champions and build their careers through our in-person and online courses, learning series, leadership programs and learning-at-work academy. We also provide support and resources to employees who require special work accommodations (ADA).
All faculty and staff have dedicated HR resources on campus for employment guidance, questions and concerns. Lynn Kalamaros serves in this role for Mendoza faculty.
My role as the HR Consultant is to be a key conduit and liaison to staff in the College. I am here to provide guidance and support to managers and employees. My emphasis is on issues related to performance management and employee relations. Five areas of particular focus are culture, talent, organizational structure, employee development and structure.
Mendoza is fortunate to have a dedicated leader in Kara Palmer, who provides strategic leadership and manages staff priorities in the College. While Kara is often the first point of contact in the College, I work very closely with her on various issues that involve Human Resources. We partner on strategic initiatives, professional development, employee relations, DE&I initiatives as well as many other topics that arise.
Please reach out to me anytime. I am happy to help guide you to the right person if I don't have the answer to your question. Our People Services team (formally askHR) is another valuable resource. They can answer specific questions you might have regarding leaves, benefits, etc. You can reach them at askhr@nd.edu or 631-5900.
I look forward to 2022 and getting to know each of you better. Please let me know if I can be of service.
Yours in Notre Dame,
Jen
Jennifer LaPrad
Human Resources Consultant
Office of Human Resources

January Research Roundup

Martijn Cremers

Martijn Cremers

Monday, 24 January 2022
Congratulations to the following faculty members on their recently published research:
Huaizhi Chen
Assistant Professor of Finance
Don't Take Their Word for It: The Misclassification of Bond Mutual Funds” (The Journal of Finance) 
We show a significant gap between how bond fund managers classify their credit risks and their actual credit risks. This phenomenon results in the pervasive misclassification of bond mutual funds."
John Donovan
Assistant Professor of Accountancy
Measuring Credit Risk Using Qualitative Disclosure” (Review of Accounting Studies)
We use machine learning to create a measure of credit risk using information disclosed in conference calls. In out-of-sample tests, we find that our measure improves the ability to predict bankruptcies, interest spreads, and credit rating downgrades.

Rob Easley
John W. Berry Sr. Department Chair and Professor of IT, Analytics, and Operations
Data-Driven Sports Ticket Pricing for Multiple Sales Channels with Heterogeneous Customers” (Manufacturing & Service Operations Management)
In this project, we develop a framework that estimates the demand of season tickets and single-game tickets and optimizes prices by taking into account the multiple sales channels which run sequentially and aim to target different customer groups.

Xinxue (Shawn) Qu
Assistant Professor of IT, Analytics, and Operations
"Predicting Upgrade Timing for Successive Product Generations: An Exponential-Decay Proportional Hazard Model" (Production and Operations Management)
The presence of successive product generations renders traditional diffusion models unsuitable for characterizing consumers’ upgrade decisions. This research proposes a parsimonious and interpretable model to predict consumers’ time to product upgrade based on their previous adoption and usage experience.

Adam Wowak
Associate Professor of Management & Organization
Corporate Directors as Heterogeneous Network Pipes: How Director Political Ideology Affects the Interorganizational Diffusion of Governance Practices” (Strategic Management Journal)
This study shows that the political ideologies of interlocking directors (i.e., directors who simultaneously serve on multiple boards) influence their relative propensities to act as conduits in the spread of governance practices from firm to firm.
Thank you to Huaizhi, John, Rob, Shawn and Adam for your contributions.
In Notre Dame,

Martijn

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